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Raouf Kerkouche

3 accepted papers

2025

DocMIA: Document-Level Membership Inference Attacks against DocVQA Models

ICLR 2025poster

Document Visual Question Answering (DocVQA) has introduced a new paradigm for end-to-end document understanding, and quickly became one of the standard benchmarks for multimodal LLMs. Automating document processing workflows, driven by DocVQA models, presents significant potential for many business…

2021

Constrained differentially private federated learning for low-bandwidth devices

UAI 2021poster

Federated learning becomes a prominent approach when different entities want to learn collaboratively a common model without sharing their training data. %Compared to traditional machine learning, it does not require to collect and centralize all data before training a common model. However, Federat…

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